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Scalable Deep Learning with Apache Submarine

Overview

Skills Needed

Learn to scale deep learning models with Apache Submarine. Explore distributed training, optimization, and more. Enroll now!

  • Intermediate knowledge of Apache Submarine fundamentals
  • Understanding of distributed computing concepts

Outline

  • Scaling Deep Learning Workloads Across Clusters
  • Model Sharding and Data Partitioning Strategies
  • Efficient Communication Protocols for Distributed Training
  • Distributed Data Loading Techniques
  • Fault Tolerance and Reliability in Distributed Training
  • Elastic Resource Management with Apache Submarine
  • Handling Dynamic Workloads and Resource Allocation
  • Automated Model Deployment Pipelines
  • Scalability Testing and Performance Benchmarking
  • Best Practices for Scalable Deep Learning with Apache Submarine
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